He was halfway through a complex software update at work when the notification appeared. β€œFriend Request: Ashley Chen.” Mark's hands, usually steady and precise on the keyboard, froze. His breath caught in his throat. Ashley, the girl who had orchestrated his social ruin in high school.

He leaned back in his chair, his body rigid. He felt a sudden, profound sense of unease, a cold knot forming in his stomach. The hum of the computer, usually a comforting backdrop, now sounded like a mocking whisper.

He needed to escape. He rose from his desk and headed for the break room, the familiar office environment suddenly feeling alien and hostile. He craved the solitude of his home, where he could hopefully make this feeling go away, even if only for a short time.

Emotion: overwhelmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -0.94

Role in Research

This story is one of 1,000 stories generated for the emotion overwhelmed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 overwhelmed stories, after denoising with neutral dialogue baselines, produces the overwhelmed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the overwhelmed vector is projected through the unembedding matrix.

Promoted:
S0.385
😫0.332
πŸ˜–0.319
😣0.319
😩0.314
Suppressed:
la-0.576
de-0.496
a-0.297
happy-0.290
l-0.264